{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "计算机视觉（Azure API）所有的功能 README\n",
    "一、分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"people_portrait\", \"score\": 0.8515625, \"detail\": {\"celebrities\": [{\"name\": \"Kaka\", \"confidence\": 0.999524712562561, \"faceRectangle\": {\"left\": 193, \"top\": 159, \"width\": 163, \"height\": 163}}]}}], \"color\": {\"dominantColorForeground\": \"White\", \"dominantColorBackground\": \"Yellow\", \"dominantColors\": [\"White\", \"Yellow\"], \"accentColor\": \"226441\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"person\", \"outdoor\", \"holding\", \"man\", \"shirt\", \"player\", \"game\", \"looking\", \"wearing\", \"young\", \"baseball\", \"standing\", \"hand\", \"green\", \"ball\", \"uniform\", \"smiling\", \"field\", \"close\", \"playing\", \"head\", \"woman\"], \"captions\": [{\"text\": \"a close up of Kaka in a green shirt\", \"confidence\": 0.770434163144945}]}, \"requestId\": \"8ac5bc2b-a7cc-4415-82c6-d149744fd0e3\", \"metadata\": {\"height\": 680, \"width\": 500, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "endpoint = \"https://computer-ljy.cognitiveservices.azure.cn/\"\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "subscription_key = \"f338fa2aae1146f2b1f4370ff89f1ff3\"\n",
    "\n",
    "# base url\n",
    "analyze_url = endpoint+ \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=1035455085,2192695287&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "# 参数\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "# 请求主体body\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "二、分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_', 'score': 0.51953125, 'detail': {'celebrities': [{'name': 'Kaka', 'confidence': 0.999997615814209, 'faceRectangle': {'left': 95, 'top': 89, 'width': 98, 'height': 98}}]}}, {'name': 'people_portrait', 'score': 0.44921875, 'detail': {'celebrities': [{'name': 'Kaka', 'confidence': 0.999997615814209, 'faceRectangle': {'left': 95, 'top': 89, 'width': 98, 'height': 98}}]}}], 'color': {'dominantColorForeground': 'Black', 'dominantColorBackground': 'Black', 'dominantColors': ['Black', 'White'], 'accentColor': '666666', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'man', 'holding', 'front', 'standing', 'woman', 'young', 'table', 'wearing', 'laptop', 'shirt', 'suit', 'orange', 'people'], 'captions': [{'text': 'Kaka wearing a suit and tie', 'confidence': 0.9208995395800057}]}, 'requestId': '7ae13cdf-6f61-4171-8c86-aad543dcfb78', 'metadata': {'height': 450, 'width': 300, 'format': 'Png'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# analyze_url = endpoint + \"vision/v2.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"kaka.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"f338fa2aae1146f2b1f4370ff89f1ff3\",\n",
    "           'Content-Type': 'application/octet-stream',}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "三、生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = \"https://computer-ljy.cognitiveservices.azure.cn/\" + \"vision/v2.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=1035455085,2192695287&fm=26&gp=0.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': \"f338fa2aae1146f2b1f4370ff89f1ff3\"}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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